Genome-wide transcriptome analysis identifies alternative splicing regulatory network and key splicing factors in mouse and human psoriasis

Psoriasis is a chronic inflammatory disease that affects the skin, nails, and joints. For understanding the mechanism of psoriasis, though, alternative splicing analysis has received relatively little attention in the field. Here, we developed and applied several computational analysis methods to study psoriasis. Using psoriasis mouse and human datasets, our differential alternative splicing analyses detected hundreds of differential alternative splicing changes. Our analysis of conservation revealed many exon-skipping events conserved between mice and humans. In addition, our splicing signature comparison analysis using the psoriasis datasets and our curated splicing factor perturbation RNA-Seq database, SFMetaDB, identified nine candidate splicing factors that may be important in regulating splicing in the psoriasis mouse model dataset. Three of the nine splicing factors were confirmed upon analyzing the human data. Our computational methods have generated predictions for the potential role of splicing in psoriasis. Future experiments on the novel candidates predicted by our computational analysis are expected to provide a better understanding of the molecular mechanism of psoriasis and to pave the way for new therapeutic treatments.

[1]  Li-Fang Wang,et al.  An alternatively spliced IL-15 isoform modulates abrasion-induced keratinocyte activation. , 2015, The Journal of investigative dermatology.

[2]  Rainer Schmidt,et al.  The cornified envelope: a model of cell death in the skin , 2005, Nature Reviews Molecular Cell Biology.

[3]  Peng Yu,et al.  An efficient algorithm for accurate computation of the Dirichlet-multinomial log-likelihood function , 2014, Bioinform..

[4]  Mark Lebwohl,et al.  Psoriasis , 1906, The Lancet.

[5]  V. Lopez-Pajares,et al.  Epidermal differentiation gene regulatory networks controlled by MAF and MAFB , 2016, Cell cycle.

[6]  Irmeli Barkefors,et al.  Exocyst Complex Component 3-like 2 (EXOC3L2) Associates with the Exocyst Complex and Mediates Directional Migration of Endothelial Cells* , 2011, The Journal of Biological Chemistry.

[7]  J. Casanova,et al.  The Differential Regulation of Human ACT1 Isoforms by Hsp90 in IL-17 Signaling , 2014, The Journal of Immunology.

[8]  T. Wienker,et al.  Genomewide scan in german families reveals evidence for a novel psoriasis-susceptibility locus on chromosome 19p13. , 2000, American journal of human genetics.

[9]  Alex E. Lash,et al.  Gene Expression Omnibus: NCBI gene expression and hybridization array data repository , 2002, Nucleic Acids Res..

[10]  Aparna Bhaduri,et al.  Network Analysis Identifies Mitochondrial Regulation of Epidermal Differentiation by MPZL3 and FDXR. , 2015, Developmental cell.

[11]  Tom H. Pringle,et al.  The human genome browser at UCSC. , 2002, Genome research.

[12]  S. Tavazoie,et al.  Muscleblind-like 1 suppresses breast cancer metastatic colonization and stabilizes metastasis suppressor transcripts , 2016, Genes & development.

[13]  Jeffrey R. Miller,et al.  Regulation of actin cytoskeleton architecture by Eps8 and Abi1 , 2005, BMC Cell Biology.

[14]  G. von Heijne,et al.  Tissue-based map of the human proteome , 2015, Science.

[15]  Jane Sottile,et al.  Regulation of angiogenesis by extracellular matrix. , 2004, Biochimica et biophysica acta.

[16]  Søren Brunak,et al.  Analysis of five chronic inflammatory diseases identifies 27 new associations and highlights disease-specific patterns at shared loci , 2016, Nature Genetics.

[17]  Dong Joo Kim,et al.  Molecular Phenotyping Small (Asian) versus Large (Western) Plaque Psoriasis Shows Common Activation of IL-17 Pathway Genes, but Different Regulatory Gene Sets , 2015, The Journal of investigative dermatology.

[18]  Jonathan M. Mudge,et al.  The Origins, Evolution, and Functional Potential of Alternative Splicing in Vertebrates , 2011, Molecular biology and evolution.

[19]  Andrew Johnston,et al.  Transcriptome analysis of psoriasis in a large case-control sample: RNA-seq provides insights into disease mechanisms , 2014, The Journal of investigative dermatology.

[20]  Evan Bolton,et al.  Database resources of the National Center for Biotechnology Information , 2017, Nucleic Acids Res..

[21]  W. Kilarski,et al.  A new mechanism of blood vessel growth - hope for new treatment strategies. , 2009, Discovery medicine.

[22]  Frank O. Nestle,et al.  Mechanisms of Disease: Psoriasis. , 2009 .

[23]  K. Beemon,et al.  Polypyrimidine tract binding protein 1 protects mRNAs from recognition by the nonsense-mediated mRNA decay pathway , 2016, eLife.

[24]  M. Ashburner,et al.  Gene Ontology: tool for the unification of biology , 2000, Nature Genetics.

[25]  Anne-Claude Gingras,et al.  An alternative splicing event amplifies evolutionary differences between vertebrates , 2015, Science.

[26]  D. Gruol,et al.  The rate of wound healing is increased in psoriasis. , 2013, Journal of dermatological science.

[27]  Jeung-Hoon Lee,et al.  Absence of a Human DnaJ Protein hTid-1S Correlates with Aberrant Actin Cytoskeleton Organization in Lesional Psoriatic Skin* , 2012, The Journal of Biological Chemistry.

[28]  J. McElwee,et al.  IL-12 and IL-23 cytokines: from discovery to targeted therapies for immune-mediated inflammatory diseases , 2015, Nature Medicine.

[29]  Y. Benjamini,et al.  Controlling the false discovery rate: a practical and powerful approach to multiple testing , 1995 .

[30]  Min Liu,et al.  SRSF1 Facilitates Cytosolic DNA-Induced Production of Type I Interferons Recognized by RIG-I , 2015, PloS one.

[31]  Ruth R. Montgomery,et al.  Age-dependent dysregulation of innate immunity , 2013, Nature Reviews Immunology.

[32]  Z. Werb,et al.  Remodelling the extracellular matrix in development and disease , 2014, Nature Reviews Molecular Cell Biology.

[33]  K. Katoh,et al.  MAFFT: a novel method for rapid multiple sequence alignment based on fast Fourier transform. , 2002, Nucleic acids research.

[34]  Gregory D. Schuler,et al.  Database resources of the National Center for Biotechnology Information: update , 2004, Nucleic acids research.

[35]  S. Mottier,et al.  Ptbp1 and Exosc9 knockdowns trigger skin stability defects through different pathways. , 2016, Developmental biology.

[36]  S. Kõks,et al.  Psoriasis-Specific RNA Isoforms Identified by RNA-Seq Analysis of 173,446 Transcripts , 2016, Front. Med..

[37]  D. Finkelstein,et al.  Keratinocytes contribute intrinsically to psoriasis upon loss of Tnip1 function , 2016, Proceedings of the National Academy of Sciences.

[38]  Maria Keays,et al.  ArrayExpress update—trends in database growth and links to data analysis tools , 2012, Nucleic Acids Res..

[39]  Jin Li,et al.  SFMetaDB: a comprehensive annotation of mouse RNA splicing factor RNA-Seq datasets , 2017, bioRxiv.

[40]  David Haussler,et al.  The UCSC Known Genes , 2006, Bioinform..

[41]  Paul Theodor Pyl,et al.  HTSeq—a Python framework to work with high-throughput sequencing data , 2014, bioRxiv.

[42]  Matti Pirinen,et al.  Identification of 15 new psoriasis susceptibility loci highlights the role of innate immunity , 2012 .

[43]  Thomas R. Gingeras,et al.  STAR: ultrafast universal RNA-seq aligner , 2013, Bioinform..

[44]  P. Mancini,et al.  Polarized Endocytosis of the Keratinocyte Growth Factor Receptor in Migrating Cells: Role of Src-Signaling and Cortactin , 2011, PloS one.

[45]  Alexander A. Morgan,et al.  Discovery and Preclinical Validation of Drug Indications Using Compendia of Public Gene Expression Data , 2011, Science Translational Medicine.

[46]  E. Wang,et al.  Analysis and design of RNA sequencing experiments for identifying isoform regulation , 2010, Nature Methods.

[47]  Paul A Clemons,et al.  The Connectivity Map: Using Gene-Expression Signatures to Connect Small Molecules, Genes, and Disease , 2006, Science.

[48]  S. Tabrizi,et al.  HTT-lowering reverses Huntington's disease immune dysfunction caused by NFκB pathway dysregulation. , 2014, Brain : a journal of neurology.

[49]  A. Thrasher,et al.  Actin cytoskeletal defects in immunodeficiency , 2013, Immunological reviews.

[50]  Araxi O. Urrutia,et al.  Alternative Splicing: A Potential Source of Functional Innovation in the Eukaryotic Genome , 2012, International journal of evolutionary biology.

[51]  Wolfgang Huber,et al.  Differential expression of RNA-Seq data at the gene level – the DESeq package , 2012 .

[52]  L. Sabourin,et al.  A novel role for the Ste20 kinase SLK in adhesion signaling and cell migration , 2009, Cell adhesion & migration.

[53]  H. Valdimarsson,et al.  Psoriasis: a disease of abnormal Keratinocyte proliferation induced by T lymphocytes. , 1986, Immunology today.

[54]  Pui-Yan Kwok,et al.  Genomewide Scan Reveals Association of Psoriasis with IL-23 and NF-κB Pathways , 2008, Nature Genetics.